Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 23:19 UTC

pykeio / ort

Fast ML inference & training for ONNX models in Rust

RustApache-2.0★ 2,419 stars⑂ 256 forkssince Nov 2022View on GitHub ↗
#ai#inference#machine-learning#onnxruntime#rust#onnx#ai-training#fine-tuning

pykeio/ort holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Vitality (91/100) and lowest on Security (59/100). It was last updated today. A single contributor accounts for most of its recent work.

75
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

75
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

pykeOrganization
72 followers19 public repossince Mar 2020

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
crates.ioort2.0.0-rc.121,709,84742143 days agoaimachine-learningmlonnxruntimealgorithmssciencemathematics
crates.ioort-sys2.0.0-rc.121,705,65118143 days agoaimachine-learningmlonnxruntimesysalgorithmssciencemathematics

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

91Excellent · 22% of overall

Development activity

97Excellent
How it's scored
36/36Push recency — last push 0 days ago
33.2/36Commit cadence — 48/52 weeks with commits
18/18Commit volume — 260 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year260
human_commit_share1
days_since_last_push0
active_weeks_last_year48

Release discipline

82Good
How it's scored
27/27Ships releases — 33 releases published
27/36Release recency — latest release 143 days ago
19.8/27Release cadence — a release every ~75.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count33
latest_release_tagv2.0.0-rc.12
releases_from_tagsno
days_since_latest_release143
mean_days_between_releases75.2
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

82Good · 18% of overall

Popularity & adoption

82Good
How it's scored
54.9/60Stars — 2,419 stars
20.1/25Forks — 256 forks
6.5/15Watchers — 16 watchers
Inputs used
forks256
stars2,419
watchers16
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

70Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Ecosystem adoption (downloads)

100Excellent
How it's scored
80/80Monthly downloads — 3,415,498 downloads/month across crates
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesort, ort-sys
dependents—
ecosystemscrates
total_downloads27,779,464
monthly_downloads3,415,498
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

65Moderate · 24% of overall

Maintainer resilience (bus factor)

31At risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
2.2/22.5Commit distribution — top contributor authored 90% of commits
13.5/13.5Contributor breadth — 71 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled71
top_contributor_share0.9

Issue & PR responsiveness

79Good
How it's scored
46.6/46.8Issue resolution — 100% of issues closed
30.5/38.3PR acceptance — 115/144 decided PRs merged
1.5/15OpenSSF Scorecard: Code-Review — Found 5/30 approved changesets -- score normalized to 1
Inputs used
merged_prs115
open_issues1
closed_issues384
issue_closed_ratio0.997
closed_unmerged_prs29

Ownership & stewardship

65Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
13.4/25Owner reach — 72 followers of pykeio
21.5/25Track record — 19 public repos, account ~6 yr old
Inputs used
followers72
owner_typeOrganization
is_verified—
owner_loginpykeio
public_repos19
account_age_days2,322

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 2 package(s) on crates
35/35Publish recency — latest publish 143 days ago
20/20Version history — 42 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesort, ort-sys
ecosystemscrates
any_deprecatedno
min_days_since_publish143

Engineering Quality

Are baseline engineering and documentation practices in place?

78Good · 20% of overall

Engineering practices

70Good
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 6 out of 7 merged PRs checked by a CI test -- score normalized to 8
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configno
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://ort.pyke.io/
10/10Repository description
10/10Topics — 8 topics
0/10Wiki
Inputs used
topicsai, inference, machine-learning, onnxruntime, rust, onnx, ai-training, fine-tuning
has_wikino
homepagehttps://ort.pyke.io/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

59Moderate · 16% of overall

Security posture

49At risk
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2/2.5CI-Tests — 6 out of 7 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 5/30 approved changesets -- score normalized to 1
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
1/5SAST — SAST tool is not run on all commits -- score normalized to 2
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 84 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.9
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.

Dependency advisories

100Excellent
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories54
affected_packages9
assessed_packages584
unassessed_packages43
affected_by_severityhigh 7, moderate 2
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 584 resolved dependencies against OSV. 43 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

61Moderate · 0% of overall

Agent context & guidance

58Moderate
How it's scored
18/45Agent instructions — AGENTS.md (stub)
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 98 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.98
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes167

Verify loop (build / test / typecheck)

56Moderate
How it's scored
12.6/18One-command bootstrap — Cargo.toml, backends/candle/Cargo.toml, backends/candle/standalone/Cargo.toml (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checking — docs/tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml
has_dockerfileno
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configsdocs/tsconfig.json
agent_commit_share0
toolchain_manifestsCargo.toml, backends/candle/Cargo.toml, backends/candle/standalone/Cargo.toml, backends/tract/Cargo.toml, backends/tract/standalone/Cargo.toml, backends/web/Cargo.toml, examples/async-gpt2-api/Cargo.toml, examples/cudarc/Cargo.toml, examples/custom-ops/Cargo.toml, examples/gpt2/Cargo.toml, examples/model-info/Cargo.toml, examples/modnet/Cargo.toml, examples/phi-3-vision/Cargo.toml, examples/sentence-transformers/Cargo.toml, examples/training/Cargo.toml, examples/web-hands/Cargo.toml, examples/yolov8/Cargo.toml, ort-sys/Cargo.toml, tests/leak-check/Cargo.toml
dependency_bot_commit_share0

Code legibility for models

99Excellent
How it's scored
45/45Type-checkable code — Rust (statically typed)
54.3/55Manageable file sizes — 2/165 source files over 60KB
Inputs used
primary_languageRust
largest_source_bytes116,707
source_files_sampled165
oversized_source_files2

Machine-readable interfaces

40At risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files—

Key facts

2,419GitHub stars
71contributors
260commits, last 12 months
0days since last push
33releases
1bus factor
1open issues
crates.io, npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 256 ⇿
0Stars
256Forks
33Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

0408012016020024023872022-122024-102026-07
Major 0Minor 3Patch 13

Each point covers 4 days.

OpenSSF Scorecard 4.9 / 10
4.9aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-26 23:19 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
8CI-Tests6 out of 7 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 5/30 approved changesets -- score normalized to 1
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
2SASTSAST tool is not run on all commits -- score normalized to 2
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities84 existing vulnerabilities detected
Direct dependencies 6
RegistryPackageVersion constraintManifest
crates.ioort-sys=2.0.0-rc.12Cargo.toml
crates.iosmallvec1.15Cargo.toml
crates.iondarray0.17Cargo.toml
crates.iotracing0.1Cargo.toml
crates.iohalf2.1Cargo.toml
crates.ionum-complex0.4Cargo.toml
All dependencies 627

Full resolved dependency set from the GitHub dependency graph: 6 direct and 621 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.iohalf—direct
crates.iondarray—direct
crates.ionum-complex—direct
crates.ioort-sys2.0.0-rc.12direct
crates.iosmallvec—direct
crates.iotracing—direct
crates.ioanyhow—indirect
crates.ioasync-stream-lite—indirect
crates.ioaxum—indirect
crates.iocandle-core0.9.2indirect
crates.iocandle-onnx0.9.2indirect
crates.ioconsole_error_panic_hook—indirect
crates.iocudarc—indirect
crates.iofutures—indirect
crates.ioglob—indirect
crates.ioheaders—indirect
crates.iohmac-sha256—indirect
crates.ioimage—indirect
crates.iojs-sys—indirect
crates.iokdam—indirect
crates.iolibloading—indirect
crates.iolzma-rust2—indirect
crates.ioort2.0.0-rc.12indirect
crates.ioparking_lot—indirect
crates.iopkg-config—indirect
crates.ioprost—indirect
crates.iorand—indirect
crates.ioraqote—indirect
crates.ioserde—indirect
crates.ioserde-wasm-bindgen—indirect
crates.iosha2—indirect
crates.ioshow-image—indirect
crates.ioshow-image0.14.0indirect
crates.iosimd-json—indirect
crates.iotokenizers—indirect
crates.iotokio—indirect
crates.iotokio-stream—indirect
crates.iotower-http—indirect
crates.iotracing-subscriber—indirect
crates.iotract-onnx—indirect
crates.ioureq—indirect
crates.iowasm-bindgen—indirect
crates.iowasm-bindgen-futures—indirect
crates.ioweb-sys—indirect
crates.iowinresource—indirect
npm@antfu/install-pkg1.1.0indirect
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PyPItorch—indirect
PyPItorch-ort—indirect
Dependency advisories 9

This repository publishes no package the index resolves, so its own dependency graph was assessed — 584 packages, which also include development and test pins that never ship: 9 carry known advisories, of which 0 are direct. 43 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
@xmldom/xmldom0.9.9indirecthigh40.9.10
brace-expansion5.0.5indirecthigh35.0.8
lodash-es4.17.23indirecthigh24.18.0
next16.2.2indirecthigh2316.2.11
postcss8.4.31indirecthigh38.5.18
sharp0.34.5indirecthigh10.35.0
uuid11.1.0indirecthigh113.0.1
dompurify3.3.3indirectmoderate133.4.12
mermaid11.14.0indirectmoderate411.15.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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            "note": null,
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                  {
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      {
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                      "count": 71
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                "max_points": 13.5
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                "key": "openssf_scorecard_contributors",
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                "max_points": 10
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            "note": null,
            "notes": [],
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              "merged_prs": 115,
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              "issue_closed_ratio": 0.997,
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                "key": "issue_resolution",
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                      "share": 100
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "max_points": 38.25
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                "key": "openssf_scorecard_code_review",
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          {
            "key": "stewardship",
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              "followers": 72,
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                "key": "verified_domain",
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              {
                "key": "owner_reach",
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        ],
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                "key": "linter_config",
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            ]
          },
          {
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              },
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        ],
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                "key": "code_review",
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              },
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              },
              {
                "key": "dependency_update_tool",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
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              },
              {
                "key": "license",
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              },
              {
                "key": "maintained",
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                "detail": "30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10",
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                "status": "met",
                "details": [],
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              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "sast",
                "name": "SAST",
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              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
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                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "84 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 584 resolved dependencies against OSV; 43 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 584
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 43
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 54,
              "affected_packages": 9,
              "assessed_packages": 584,
              "unassessed_packages": 43,
              "affected_by_severity": "high 7, moderate 2",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 584,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 15
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 61,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.98,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 167
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md (stub)",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  },
                  {
                    "code": "agent_instructions_stub",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "98 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 98,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "docs/tsconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "Cargo.toml",
                "backends/candle/Cargo.toml",
                "backends/candle/standalone/Cargo.toml",
                "backends/tract/Cargo.toml",
                "backends/tract/standalone/Cargo.toml",
                "backends/web/Cargo.toml",
                "examples/async-gpt2-api/Cargo.toml",
                "examples/cudarc/Cargo.toml",
                "examples/custom-ops/Cargo.toml",
                "examples/gpt2/Cargo.toml",
                "examples/model-info/Cargo.toml",
                "examples/modnet/Cargo.toml",
                "examples/phi-3-vision/Cargo.toml",
                "examples/sentence-transformers/Cargo.toml",
                "examples/training/Cargo.toml",
                "examples/web-hands/Cargo.toml",
                "examples/yolov8/Cargo.toml",
                "ort-sys/Cargo.toml",
                "tests/leak-check/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Cargo.toml, backends/candle/Cargo.toml, backends/candle/standalone/Cargo.toml (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "Cargo.toml, backends/candle/Cargo.toml, backends/candle/standalone/Cargo.toml"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "docs/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
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              "source_files_sampled": 165,
              "oversized_source_files": 2
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              {
                "key": "type_checkable_code",
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                "detail": "Rust (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Rust"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/165 source files over 60KB",
                "points": 54.3,
                "status": "partial",
                "details": [
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                    "code": "oversized_source_files",
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                      "kb": 60,
                      "sampled": 165,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
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              },
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                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
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                "details": [],
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              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T23:19:43.369148Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pykeio/ort.svg",
  "full_name": "pykeio/ort",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — crates.io.